Department of Psychology, University of Minnesota, Minneapolis, MN.
Department of Psychology, Washington University, St. Louis, MO.
Schizophr Bull. 2021 Apr 29;47(3):731-739. doi: 10.1093/schbul/sbaa165.
Motivational deficits in people with psychosis may be a result of impairments in reinforcement learning (RL). Therefore, behavioral paradigms that can accurately measure these impairments and their change over time are essential.
We examined the reliability and replicability of 2 RL paradigms (1 implicit and 1 explicit, each with positive and negative reinforcement components) given at 2 time points to healthy controls (n = 75), and people with bipolar disorder (n = 62), schizoaffective disorder (n = 60), and schizophrenia (n = 68).
Internal consistency was acceptable (mean α = 0.78 ± 0.15), but test-retest reliability was fair to low (mean intraclass correlation = 0.33 ± 0.25) for both implicit and explicit RL. There were no clear effects of practice for these tasks. Largely, performance on these tasks shows intact implicit and impaired explicit RL in psychosis. Symptom presentation did not relate to performance in any robust way.
Our findings replicate previous literature showing spared implicit RL and impaired explicit reinforcement in psychosis. This suggests typical basal ganglia dopamine release, but atypical recruitment of the orbitofrontal and dorsolateral prefrontal cortices. However, we found that these tasks have only fair to low test-retest reliability and thus may not be useful for assessing change over time in clinical trials.
精神病患者的动机缺陷可能是强化学习(RL)受损的结果。因此,能够准确测量这些损伤及其随时间变化的行为范式至关重要。
我们在 2 个时间点检查了 2 种 RL 范式(1 种内隐和 1 种外显,每种范式都有正强化和负强化成分)在健康对照组(n = 75)、双相情感障碍组(n = 62)、分裂情感障碍组(n = 60)和精神分裂症组(n = 68)中的可靠性和可重复性。
内隐和外显 RL 的内部一致性均为可接受(平均α=0.78±0.15),但测试-重测信度较低(平均 ICC = 0.33±0.25)。这两个任务都没有明显的练习效应。这些任务的表现主要表明精神疾病患者的内隐 RL 完好,外显 RL 受损。症状表现并没有以任何稳健的方式与表现相关。
我们的发现复制了先前的文献,表明精神疾病患者的内隐 RL 完好,外显强化受损。这表明典型的基底神经节多巴胺释放,但额眶回和背外侧前额叶皮层的募集不典型。然而,我们发现这些任务的测试-重测信度仅为中等至低等,因此在临床试验中评估随时间变化可能并不有用。